{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Target\n",
    "\n",
    "![](http://r-statistics.co/screenshots/ggplot_masterlist_2.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "midwest= pd.read_csv(\"http://goo.gl/G1K41K\") "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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"
     },
     "metadata": {
      "jupyter-vega": "#97ee3e7d-2458-4e8d-a643-69b8fb92b2af"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from altair import *\n",
    "X()\n",
    "chart = Chart(midwest)\n",
    "chart.mark_circle().encode(\n",
    "    x=X('area', title='Area'),\n",
    "    y=Y('poptotal', title='Population'),\n",
    "    color=Color('state'),\n",
    "    size='popdensity',\n",
    ").transform_data(filter = (expr.df.poptotal<50000))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Todo\n",
    "\n",
    "1. How to add encircling? Will it be a layer with mark_circle?"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
